Video Deepfake Detection on Celeb-DF (CDF)
95.6Video-level AUCEffort
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EffortPristine only=false, Model selection protocol (test-time data)=true2025.12 | 95.6 | — | — | |
| FCGPristine only=false, Model selection protocol (test-time data)=false2025.12 | 95 | — | — | |
| KiMoIPristine only=true, Model selection protocol (test-time data)=false2025.12 | 94.74 | — | — | |
| VBPristine only=true, Model selection protocol (test-time data)=true2025.12 | 94.7 | — | — | |
| CDFAPristine only=false, Model selection protocol (test-time data)=false2025.12 | 93.8 | — | — | |
| SBI (c23)Pristine only=true, Model selection protocol (test-time data)=false2025.12 | 92.87 | — | — | |
| FakeSTormerPristine only=true, Model selection protocol (test-time data)=false2025.12 | 92.8 | — | — | |
| DeepShieldPristine only=true, Model selection protocol (test-time data)=false2025.12 | 92.2 | — | — | |
| FakeRadarPristine only=false, Model selection protocol (test-time data)=false2025.12 | 91.7 | — | — | |
| FSFMPristine only=false, Model selection protocol (test-time data)=false2025.12 | 91.44 | — | — | |
| LSDAPristine only=false, Model selection protocol (test-time data)=true2025.12 | 89.8 | — | — | |
| PTFPristine only=false, Model selection protocol (test-time data)=false2025.12 | 89.7 | — | — | |
| SFAPristine only=false, Model selection protocol (test-time data)=false2025.12 | 89.52 | — | — | |
| AltfreezingPristine only=false, Model selection protocol (test-time data)=false2025.12 | 89.5 | — | — | |
| SeeABLEPristine only=true, Model selection protocol (test-time data)=false2025.12 | 87.3 | — | — | |
| SRMPristine only=false, Model selection protocol (test-time data)=false2025.12 | 84 | — | — | |
| SLADDPristine only=false, Model selection protocol (test-time data)=false2025.12 | 83.7 | — | — | |
| UCFPristine only=false, Model selection protocol (test-time data)=false2025.12 | 83.7 | — | — | |
| RECCEPristine only=false, Model selection protocol (test-time data)=false2025.12 | 82.3 | — | — | |
| SPSLPristine only=false, Model selection protocol (test-time data)=false2025.12 | 79.9 | — | — | |
| F3NetPristine only=false, Model selection protocol (test-time data)=false2025.12 | 78.9 | — | — | |
| ConLLMGPT Weights Initialization=pretrained2026.01 | — | 98.75 | 99.98 | |
| ConLLMGPT Weights Initialization=from scratch2026.01 | — | 96.5 | 99.2 | |
| EfficientNet-B42026.01 | — | 97.63 | 99.2 | |
| F3-Net2026.01 | — | 95.95 | 98.93 | |
| Mutil-Attention2026.01 | — | 97.92 | 99.94 | |
| RECCE2026.01 | — | 98.59 | 99.94 | |
| RFM2026.01 | — | 97.96 | 99.94 | |
| Xception2026.01 | — | 97.9 | 99.73 |